{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "0017a479-b454-4843-9c47-3c4fd0d298b2",
   "metadata": {},
   "source": [
    "# CLIP-DINOiser visualization demo 🖼️"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "3b88be8f-847e-427d-bdcb-0db278337535",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/space0/liangc/miniconda3/envs/mmseg/lib/python3.9/site-packages/tqdm/auto.py:21: TqdmWarning: IProgress not found. Please update jupyter and ipywidgets. See https://ipywidgets.readthedocs.io/en/stable/user_install.html\n",
      "  from .autonotebook import tqdm as notebook_tqdm\n",
      "/space0/liangc/miniconda3/envs/mmseg/lib/python3.9/site-packages/mmcv/__init__.py:20: UserWarning: On January 1, 2023, MMCV will release v2.0.0, in which it will remove components related to the training process and add a data transformation module. In addition, it will rename the package names mmcv to mmcv-lite and mmcv-full to mmcv. See https://github.com/open-mmlab/mmcv/blob/master/docs/en/compatibility.md for more details.\n",
      "  warnings.warn(\n",
      "/space0/liangc/miniconda3/envs/mmseg/lib/python3.9/site-packages/timm/models/layers/__init__.py:48: FutureWarning: Importing from timm.models.layers is deprecated, please import via timm.layers\n",
      "  warnings.warn(f\"Importing from {__name__} is deprecated, please import via timm.layers\", FutureWarning)\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "hydra.initialize()"
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import os\n",
    "from models.builder import build_model\n",
    "from helpers.visualization import mask2rgb\n",
    "from segmentation.datasets import PascalVOCDataset\n",
    "from hydra import compose, initialize\n",
    "from PIL import Image\n",
    "import matplotlib.pyplot as plt\n",
    "from torchvision import transforms as T\n",
    "import torch.nn.functional as F\n",
    "import numpy as np\n",
    "from operator import itemgetter \n",
    "import torch\n",
    "import warnings\n",
    "warnings.filterwarnings('ignore')\n",
    "initialize(config_path=\"configs\", version_base=None)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "43c8530f",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Registry(name=models, items={'MaskClip': <class 'models.maskclip.maskclip.MaskClip'>, 'DinoCLIP': <class 'models.clip_dinoiser.clip_dinoiser.DinoCLIP'>, 'CLIP_DINOiser': <class 'models.clip_dinoiser.clip_dinoiser.CLIP_DINOiser'>})\n"
     ]
    }
   ],
   "source": [
    "from mmseg.datasets import DATASETS\n",
    "from mmcv.utils import Config\n",
    "# from models import DinoCLIP, MaskClip\n",
    "\n",
    "# # print(DATASETS)\n",
    "# print(DinoCLIP)\n",
    "# print(MaskClip)\n",
    "\n",
    "from models.builder import MODELS\n",
    "print(MODELS)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "070cd90c-cc3e-43a5-99e1-fa3ea666d436",
   "metadata": {},
   "outputs": [],
   "source": [
    "def visualize_per_image(file_path, text_prompts, palette, model):\n",
    "    assert os.path.isfile(file_path), f\"No such file: {file_path}\"\n",
    "\n",
    "    img = Image.open(file_path).convert('RGB')\n",
    "    img_tens = T.PILToTensor()(img).unsqueeze(0).to(device) / 255.\n",
    "\n",
    "    h, w = img_tens.shape[-2:]\n",
    "    output = model(img_tens).cpu()\n",
    "    output = F.interpolate(output, scale_factor=model.vit_patch_size, mode=\"bilinear\",\n",
    "                           align_corners=False)[..., :h, :w]\n",
    "    output = output[0].argmax(dim=0)\n",
    "    mask = mask2rgb(output, palette)\n",
    "\n",
    "    fig = plt.figure(figsize=(3, 1))\n",
    "    classes = np.unique(output).tolist()\n",
    "    plt.imshow(np.array(itemgetter(*classes)(PALETTE)).reshape(1, -1, 3))\n",
    "    plt.xticks(np.arange(len(classes)), list(itemgetter(*classes)(text_prompts)), rotation=45)\n",
    "    plt.yticks([])\n",
    "\n",
    "    return mask, fig, img"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "f26a3994",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'type': 'CLIP_DINOiser',\n",
       " 'clip_backbone': 'maskclip',\n",
       " 'vit_arch': 'vit_base',\n",
       " 'vit_patch_size': 16,\n",
       " 'enc_type_feats': 'v',\n",
       " 'gamma': 0.2,\n",
       " 'in_dim': 256,\n",
       " 'delta': 0.99,\n",
       " 'feats_idx': -3}"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "config = Config.fromfile('/space0/liangc/code/study/OVSS/clip_dinoiser/configs/clip_dinoiser.yaml')\n",
    "\n",
    "# print(config.pretty_text)\n",
    "config.model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "8617164d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "({'type': 'CLIP_DINOiser', 'clip_backbone': 'maskclip', 'vit_arch': 'vit_base', 'vit_patch_size': 16, 'enc_type_feats': 'v', 'gamma': 0.2, 'in_dim': 256, 'delta': 0.99, 'feats_idx': -3},\n",
       " False)"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dinoclip_cfg = \"clip_dinoiser.yaml\"\n",
    "cfg = compose(config_name=dinoclip_cfg)\n",
    "cfg.model, cfg.model == config.model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "a360a727",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "两个字典不相同，差异如下：\n",
      "{'type_changes': {'root': {'old_type': <class 'omegaconf.dictconfig.DictConfig'>, 'new_type': <class 'mmcv.utils.config.ConfigDict'>, 'old_value': {'type': 'CLIP_DINOiser', 'clip_backbone': 'maskclip', 'vit_arch': 'vit_base', 'vit_patch_size': 16, 'enc_type_feats': 'v', 'gamma': 0.2, 'in_dim': 256, 'delta': 0.99, 'feats_idx': -3}, 'new_value': {'type': 'CLIP_DINOiser', 'clip_backbone': 'maskclip', 'vit_arch': 'vit_base', 'vit_patch_size': 16, 'enc_type_feats': 'v', 'gamma': 0.2, 'in_dim': 256, 'delta': 0.99, 'feats_idx': -3}}}}\n"
     ]
    }
   ],
   "source": [
    "from deepdiff import DeepDiff\n",
    "\n",
    "# 比较字典\n",
    "diff = DeepDiff(cfg.model, config.model)\n",
    "\n",
    "if not diff:  # 如果 diff 为空，表示字典相同\n",
    "    print(\"两个字典完全相同\")\n",
    "else:\n",
    "    print(\"两个字典不相同，差异如下：\")\n",
    "    print(diff)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "90c7f95b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'type': 'MaskClip', 'clip_model': 'ViT-B-16', 'backbone': {'img_size': 224, 'patch_size': 16}, 'decode_head': {'type': 'MaskClipHead', 'in_channels': 768, 'text_channels': 512, 'align_corners': False, 'use_templates': True, 'pretrained': '/space0/liangc/code/study/OVSS/clip_dinoiser/checkpoints/open_clip_pytorch_model.bin'}}"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from omegaconf import OmegaConf\n",
    "\n",
    "# OmegaConf.to_container(cfg.model, resolve=True)\n",
    "clip_backbone = cfg.model.clip_backbone\n",
    "maskclip_cfg = OmegaConf.load(f\"configs/{clip_backbone}.yaml\")\n",
    "maskclip_cfg[\"model\"]\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b0107d95-1244-4d43-8428-ac031fa5a728",
   "metadata": {},
   "source": [
    "### Load and configure a model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "0f904d10-fdf9-47f5-8053-2aeb871f8dba",
   "metadata": {},
   "outputs": [],
   "source": [
    "check_path = './checkpoints/last.pt'\n",
    "check = torch.load(check_path, map_location='cpu')\n",
    "dinoclip_cfg = \"clip_dinoiser.yaml\"\n",
    "cfg = compose(config_name=dinoclip_cfg)\n",
    "device = \"cuda\"\n",
    "model = build_model(cfg.model, class_names=PascalVOCDataset.CLASSES).to(device)\n",
    "model.clip_backbone.decode_head.use_templates=False # switching off the imagenet templates for fast inference\n",
    "model.load_state_dict(check['model_state_dict'], strict=False)\n",
    "model = model.eval()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7bfa0596-1312-4865-bad8-9b06337513a3",
   "metadata": {},
   "source": [
    "### Example with 'background' class"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "d25ceb49-72c0-4475-baf2-b6a278a1a2f7",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(-0.5, 563.5, 381.5, -0.5)"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 300x100 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "file = 'assets/vintage_bike.jpeg'\n",
    "PALETTE = [(0, 0, 0), (156, 143, 189), (79, 158, 101),[250, 112, 112], [250, 250, 0]]\n",
    "\n",
    "# specify your prompts\n",
    "TEXT_PROMPTS = ['background', 'vintage bike', 'leather bag','bike']\n",
    "model.clip_backbone.decode_head.update_vocab(TEXT_PROMPTS)\n",
    "model.to(device)\n",
    "\n",
    "# set apply FOUND (background detector) to True\n",
    "model.apply_found = True\n",
    "\n",
    "# run segmentation\n",
    "mask, ticks, img = visualize_per_image(file, TEXT_PROMPTS, PALETTE, model)\n",
    "\n",
    "fig, ax = plt.subplots(nrows=1, ncols=2)\n",
    "alpha=0.5\n",
    "blend = (alpha)*np.array(img)/255. + (1-alpha) * mask/255.\n",
    "ax[0].imshow(blend)\n",
    "ax[1].imshow(mask)\n",
    "ax[0].axis('off')\n",
    "ax[1].axis('off')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0200f3c5-9dd2-4bef-ab41-e3847bf73a3d",
   "metadata": {},
   "source": [
    "### Example without 'background' class"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "949a1aeb-a14b-4733-a9e9-a3fe29def88f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(-0.5, 1449.5, 793.5, -0.5)"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 300x100 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "file = 'assets/rusted_van.png'\n",
    "\n",
    "PALETTE = [[25, 29, 136], [128, 112, 112], [85, 124, 85], [250, 112, 112], [250, 250, 0], [250, 0, 0]]\n",
    "\n",
    "# specify TEXT PROMPTS\n",
    "TEXT_PROMPTS = [\"rusted van\", \"green trees\", \"foggy clouds\", \"mountains\", \"car\"] \n",
    "model.clip_backbone.decode_head.update_vocab(TEXT_PROMPTS)\n",
    "model.to(device)\n",
    "\n",
    "# specify whether applying FOUND or not\n",
    "model.apply_found = False\n",
    "mask, ticks, img = visualize_per_image(file, TEXT_PROMPTS, PALETTE, model)\n",
    "\n",
    "fig, ax = plt.subplots(nrows=1, ncols=2)\n",
    "alpha=0.7\n",
    "blend = (alpha)*np.array(img)/255. + (1-alpha)*mask/255.\n",
    "ax[0].imshow(blend)\n",
    "ax[1].imshow(mask)\n",
    "ax[0].axis('off')\n",
    "ax[1].axis('off')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "743a9f45",
   "metadata": {},
   "outputs": [],
   "source": [
    "import open_clip \n",
    "# open_clip.list_pretrained()\n",
    "from open_clip import get_tokenizer,  create_model_from_pretrained\n",
    "model, processor = create_model_from_pretrained(\"ViT-B-16\", pretrained='/space0/liangc/code/study/OVSS/clip_dinoiser/checkpoints/open_clip_pytorch_model.bin')\n",
    "# model, \n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "7af5c8c3",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "LayerNorm((768,), eps=1e-05, elementwise_affine=True)"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "ename": "",
     "evalue": "",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m在当前单元格或上一个单元格中执行代码时 Kernel 崩溃。\n",
      "\u001b[1;31m请查看单元格中的代码，以确定故障的可能原因。\n",
      "\u001b[1;31m单击<a href='https://aka.ms/vscodeJupyterKernelCrash'>此处</a>了解详细信息。\n",
      "\u001b[1;31m有关更多详细信息，请查看 Jupyter <a href='command:jupyter.viewOutput'>log</a>。"
     ]
    }
   ],
   "source": [
    "model.visual.ln_post\n",
    "\n",
    "\n"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "mmseg",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.21"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
